{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Running MMS-ASR inference in Colab"
      ],
      "metadata": {
        "id": "Rhm7khm6GskV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this notebook, we will give an example on how to run simple ASR inference using MMS ASR model. \n",
        "\n",
        "Credit to epk2112 [(github)](https://github.com/epk2112/fairseq_meta_mms_Google_Colab_implementation)"
      ],
      "metadata": {
        "id": "83HXBIFeJzR8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Step 1: Clone fairseq-py and install latest version"
      ],
      "metadata": {
        "id": "2GfxksHDGyJv"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Cj2x80SegRzr",
        "outputId": "00f9f833-3ff1-4736-e170-136875b88299"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'fairseq' already exists and is not an empty directory.\n",
            "/content/fairseq\n",
            "/content/fairseq\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Obtaining file:///content/fairseq\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hcanceled\u001b[31mERROR: Operation cancelled by user\u001b[0m\u001b[31m\n",
            "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: tensorboardX in /usr/local/lib/python3.10/dist-packages (2.6)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (1.22.4)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (23.1)\n",
            "Requirement already satisfied: protobuf<4,>=3.8.0 in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (3.20.3)\n"
          ]
        }
      ],
      "source": [
        "!mkdir \"temp_dir\"\n",
        "!git clone https://github.com/pytorch/fairseq\n",
        "\n",
        "# Change current working directory\n",
        "!pwd\n",
        "%cd \"/content/fairseq\"\n",
        "!pip install --editable ./ \n",
        "!pip install tensorboardX\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. Download MMS model\n",
        "Un-comment to download your preferred model.\n",
        "In this example, we use MMS-FL102 for demo purposes.\n",
        "For better model quality and language coverage, user can use MMS-1B-ALL model instead (but it would require more RAM, so please use Colab-Pro instead of Colab-Free).\n"
      ],
      "metadata": {
        "id": "cyk4JvZOHSw3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# MMS-1B:FL102 model - 102 Languages - FLEURS Dataset\n",
        "!wget -P ./models_new 'https://dl.fbaipublicfiles.com/mms/asr/mms1b_fl102.pt'\n",
        "\n",
        "# # MMS-1B:L1107 - 1107 Languages - MMS-lab Dataset\n",
        "# !wget -P ./models_new 'https://dl.fbaipublicfiles.com/mms/asr/mms1b_l1107.pt'\n",
        "\n",
        "# # MMS-1B-all - 1162 Languages - MMS-lab + FLEURS + CV + VP + MLS\n",
        "# !wget -P ./models_new 'https://dl.fbaipublicfiles.com/mms/asr/mms1b_all.pt'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3uZ9WG85gZId",
        "outputId": "3b13f908-aa8a-4207-9147-60c443ced571"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-05-25 23:53:33--  https://dl.fbaipublicfiles.com/mms/asr/mms1b_fl102.pt\n",
            "Resolving dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)... 13.227.219.33, 13.227.219.59, 13.227.219.70, ...\n",
            "Connecting to dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)|13.227.219.33|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 4851043301 (4.5G) [binary/octet-stream]\n",
            "Saving to: ‘./models_new/mms1b_fl102.pt’\n",
            "\n",
            "mms1b_fl102.pt      100%[===================>]   4.52G   242MB/s    in 20s     \n",
            "\n",
            "2023-05-25 23:53:53 (230 MB/s) - ‘./models_new/mms1b_fl102.pt’ saved [4851043301/4851043301]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 3. Prepare audio file\n",
        "Create a folder on path '/content/audio_samples/' and upload your .wav audio files that you need to transcribe e.g. '/content/audio_samples/audio.wav' \n",
        "\n",
        "Note: You need to make sure that the audio data you are using has a sample rate of 16kHz You can easily do this with FFMPEG like the example below that converts .mp3 file to .wav and fixing the audio sample rate\n",
        "\n",
        "Here, we use a FLEURS english MP3 audio for the example."
      ],
      "metadata": {
        "id": "3p5-TQvKHXjO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget -P ./audio_samples/ 'https://datasets-server.huggingface.co/assets/google/fleurs/--/en_us/train/0/audio/audio.mp3'\n",
        "!ffmpeg -y -i ./audio_samples/audio.mp3 -ar 16000 ./audio_samples/audio.wav"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cnim4bokprbB",
        "outputId": "f63ed14f-0bde-4517-ee7b-200ddcc45e5f"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-05-25 23:53:53--  https://datasets-server.huggingface.co/assets/google/fleurs/--/en_us/train/0/audio/audio.mp3\n",
            "Resolving datasets-server.huggingface.co (datasets-server.huggingface.co)... 50.17.173.235, 44.197.252.161, 3.216.183.114, ...\n",
            "Connecting to datasets-server.huggingface.co (datasets-server.huggingface.co)|50.17.173.235|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 20853 (20K) [audio/mpeg]\n",
            "Saving to: ‘./audio_samples/audio.mp3’\n",
            "\n",
            "audio.mp3           100%[===================>]  20.36K  --.-KB/s    in 0.09s   \n",
            "\n",
            "2023-05-25 23:53:53 (238 KB/s) - ‘./audio_samples/audio.mp3’ saved [20853/20853]\n",
            "\n",
            "ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n",
            "  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n",
            "  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
            "  libavutil      56. 31.100 / 56. 31.100\n",
            "  libavcodec     58. 54.100 / 58. 54.100\n",
            "  libavformat    58. 29.100 / 58. 29.100\n",
            "  libavdevice    58.  8.100 / 58.  8.100\n",
            "  libavfilter     7. 57.100 /  7. 57.100\n",
            "  libavresample   4.  0.  0 /  4.  0.  0\n",
            "  libswscale      5.  5.100 /  5.  5.100\n",
            "  libswresample   3.  5.100 /  3.  5.100\n",
            "  libpostproc    55.  5.100 / 55.  5.100\n",
            "Input #0, mp3, from './audio_samples/audio.mp3':\n",
            "  Metadata:\n",
            "    encoder         : Lavf58.45.100\n",
            "  Duration: 00:00:06.88, start: 0.069063, bitrate: 24 kb/s\n",
            "    Stream #0:0: Audio: mp3, 16000 Hz, mono, fltp, 24 kb/s\n",
            "Stream mapping:\n",
            "  Stream #0:0 -> #0:0 (mp3 (mp3float) -> pcm_s16le (native))\n",
            "Press [q] to stop, [?] for help\n",
            "Output #0, wav, to './audio_samples/audio.wav':\n",
            "  Metadata:\n",
            "    ISFT            : Lavf58.29.100\n",
            "    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, mono, s16, 256 kb/s\n",
            "    Metadata:\n",
            "      encoder         : Lavc58.54.100 pcm_s16le\n",
            "size=     213kB time=00:00:06.80 bitrate= 256.1kbits/s speed= 398x    \n",
            "video:0kB audio:212kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.035846%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 4: Run Inference and transcribe your audio(s)\n"
      ],
      "metadata": {
        "id": "44UvHjmMI28Z"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the below example, we will transcribe a sentence in English.\n",
        "\n",
        "To transcribe other languages: \n",
        "1. Go to [MMS README ASR section](https://github.com/facebookresearch/fairseq/tree/main/examples/mms#asr)\n",
        "2. Open Supported languages link\n",
        "3. Find your target languages based on Language Name column\n",
        "4. Copy the corresponding Iso Code\n",
        "5. Replace `--lang \"eng\"` with new Iso Code\n",
        "\n",
        "To improve the transcription quality, user can use language-model (LM) decoding by following this instruction [ASR LM decoding](https://github.com/facebookresearch/fairseq/tree/main/examples/mms#asr)"
      ],
      "metadata": {
        "id": "82Xpxot2wFid"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "\n",
        "os.environ[\"TMPDIR\"] = '/content/temp_dir'\n",
        "os.environ[\"PYTHONPATH\"] = \".\"\n",
        "os.environ[\"PREFIX\"] = \"INFER\"\n",
        "os.environ[\"HYDRA_FULL_ERROR\"] = \"1\"\n",
        "os.environ[\"USER\"] = \"micro\"\n",
        "\n",
        "!python examples/mms/asr/infer/mms_infer.py --model \"/content/fairseq/models_new/mms1b_fl102.pt\" --lang \"eng\" --audio \"/content/fairseq/audio_samples/audio.wav\"\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "J8N1RKtBiw5V",
        "outputId": "db5d3575-bd21-470d-bb4d-e080e8cece50"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            ">>> preparing tmp manifest dir ...\n",
            ">>> loading model & running inference ...\n",
            "2023-05-25 23:54:02.330426: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-05-25 23:54:04.144981: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "===============\n",
            "Input: /content/fairseq/audio_samples/audio.wav\n",
            "Output: a tornado is a spinning colum of very low-pressure air which sucks it surrounding air inward and upward\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 5: Beam search decoding using a Language Model and transcribe audio file(s)\n"
      ],
      "metadata": {
        "id": "0j2t8MI4WBiy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Since MMS is a CTC model, we can further improve the accuracy by running beam search decoding using a language model. \n",
        "\n",
        "While we have not open sourced the language models used in MMS (yet!), we have provided the details of the data and commands to used to train the LMs in the Appendix section of our paper.\n",
        "\n",
        "\n",
        "For this tutorial, we will use a alternate English language model based on Common Crawl data which has been made publicly available through the efforts of [Likhomanenko, Tatiana, et al. \"Rethinking evaluation in asr: Are our models robust enough?.\"](https://arxiv.org/abs/2010.11745). The language model can be accessed from the GitHub repository [here](https://github.com/flashlight/wav2letter/tree/main/recipes/rasr). "
      ],
      "metadata": {
        "id": "Yfigq1nIWJR6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! mkdir -p /content/lmdecode \n",
        "\n",
        "!wget -P /content/lmdecode  https://dl.fbaipublicfiles.com/wav2letter/rasr/tutorial/lm_common_crawl_small_4gram_prun0-6-15_200kvocab.bin # smaller LM \n",
        "!wget -P /content/lmdecode  https://dl.fbaipublicfiles.com/wav2letter/rasr/tutorial/lexicon.txt "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sNTd1OCuV8jG",
        "outputId": "396583b9-400f-4b68-aa20-898f0194da6e"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-05-26 00:16:03--  https://dl.fbaipublicfiles.com/wav2letter/rasr/tutorial/lm_common_crawl_small_4gram_prun0-6-15_200kvocab.bin\n",
            "Resolving dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)... 13.227.219.33, 13.227.219.70, 13.227.219.10, ...\n",
            "Connecting to dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)|13.227.219.33|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 2627163608 (2.4G) [application/octet-stream]\n",
            "Saving to: ‘/content/lmdecode/lm_common_crawl_small_4gram_prun0-6-15_200kvocab.bin’\n",
            "\n",
            "lm_common_crawl_sma 100%[===================>]   2.45G  27.5MB/s    in 94s     \n",
            "\n",
            "2023-05-26 00:17:37 (26.8 MB/s) - ‘/content/lmdecode/lm_common_crawl_small_4gram_prun0-6-15_200kvocab.bin’ saved [2627163608/2627163608]\n",
            "\n",
            "--2023-05-26 00:17:37--  https://dl.fbaipublicfiles.com/wav2letter/rasr/tutorial/lexicon.txt\n",
            "Resolving dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)... 13.227.219.33, 13.227.219.10, 13.227.219.70, ...\n",
            "Connecting to dl.fbaipublicfiles.com (dl.fbaipublicfiles.com)|13.227.219.33|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 4965720 (4.7M) [text/plain]\n",
            "Saving to: ‘/content/lmdecode/lexicon.txt’\n",
            "\n",
            "lexicon.txt         100%[===================>]   4.74M  5.02MB/s    in 0.9s    \n",
            "\n",
            "2023-05-26 00:17:39 (5.02 MB/s) - ‘/content/lmdecode/lexicon.txt’ saved [4965720/4965720]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "Install decoder bindings from [flashlight](https://github.com/flashlight/flashlight)\n"
      ],
      "metadata": {
        "id": "8HKmVaRfhHIk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Taken from https://github.com/flashlight/flashlight/blob/main/scripts/colab/colab_install_deps.sh \n",
        "# Install dependencies from apt\n",
        "! sudo apt-get install -y libfftw3-dev libsndfile1-dev libgoogle-glog-dev libopenmpi-dev libboost-all-dev\n",
        "# Install Kenlm\n",
        "! cd /tmp && git clone https://github.com/kpu/kenlm && cd kenlm && mkdir build && cd build && cmake .. -DCMAKE_BUILD_TYPE=Release && make install -j$(nproc)\n",
        "\n",
        "# Install Intel MKL 2020\n",
        "! cd /tmp && wget https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB && \\\n",
        "    apt-key add GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB\n",
        "! sh -c 'echo deb https://apt.repos.intel.com/mkl all main > /etc/apt/sources.list.d/intel-mkl.list' && \\\n",
        "    apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends intel-mkl-64bit-2020.0-088\n",
        "# Remove existing MKL libs to avoid double linkeage\n",
        "! rm -rf /usr/local/lib/libmkl*\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kao8FS-GjR94",
        "outputId": "e9d0da1e-266d-4b46-aba4-32f25350fe2b"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libboost-all-dev is already the newest version (1.71.0.0ubuntu2).\n",
            "libopenmpi-dev is already the newest version (4.0.3-0ubuntu1).\n",
            "libsndfile1-dev is already the newest version (1.0.28-7ubuntu0.1).\n",
            "The following additional packages will be installed:\n",
            "  libfftw3-bin libfftw3-long3 libfftw3-quad3 libfftw3-single3 libgflags-dev\n",
            "  libgflags2.2 libgoogle-glog0v5\n",
            "Suggested packages:\n",
            "  libfftw3-doc\n",
            "The following NEW packages will be installed:\n",
            "  libfftw3-bin libfftw3-dev libfftw3-long3 libfftw3-quad3 libfftw3-single3\n",
            "  libgflags-dev libgflags2.2 libgoogle-glog-dev libgoogle-glog0v5\n",
            "0 upgraded, 9 newly installed, 0 to remove and 35 not upgraded.\n",
            "Need to get 4,289 kB of archives.\n",
            "After this operation, 24.0 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu focal/main amd64 libfftw3-long3 amd64 3.3.8-2ubuntu1 [313 kB]\n",
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            "Get:5 http://archive.ubuntu.com/ubuntu focal/main amd64 libfftw3-dev amd64 3.3.8-2ubuntu1 [2,211 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu focal/universe amd64 libgflags2.2 amd64 2.2.2-1build1 [78.0 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu focal/universe amd64 libgflags-dev amd64 2.2.2-1build1 [96.6 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu focal/universe amd64 libgoogle-glog0v5 amd64 0.4.0-1build1 [51.5 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu focal/universe amd64 libgoogle-glog-dev amd64 0.4.0-1build1 [76.4 kB]\n",
            "Fetched 4,289 kB in 1s (3,516 kB/s)\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 9.)\n",
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            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package libfftw3-long3:amd64.\n",
            "(Reading database ... 124889 files and directories currently installed.)\n",
            "Preparing to unpack .../0-libfftw3-long3_3.3.8-2ubuntu1_amd64.deb ...\n",
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            "Unpacking libfftw3-single3:amd64 (3.3.8-2ubuntu1) ...\n",
            "Selecting previously unselected package libfftw3-bin.\n",
            "Preparing to unpack .../3-libfftw3-bin_3.3.8-2ubuntu1_amd64.deb ...\n",
            "Unpacking libfftw3-bin (3.3.8-2ubuntu1) ...\n",
            "Selecting previously unselected package libfftw3-dev:amd64.\n",
            "Preparing to unpack .../4-libfftw3-dev_3.3.8-2ubuntu1_amd64.deb ...\n",
            "Unpacking libfftw3-dev:amd64 (3.3.8-2ubuntu1) ...\n",
            "Selecting previously unselected package libgflags2.2.\n",
            "Preparing to unpack .../5-libgflags2.2_2.2.2-1build1_amd64.deb ...\n",
            "Unpacking libgflags2.2 (2.2.2-1build1) ...\n",
            "Selecting previously unselected package libgflags-dev.\n",
            "Preparing to unpack .../6-libgflags-dev_2.2.2-1build1_amd64.deb ...\n",
            "Unpacking libgflags-dev (2.2.2-1build1) ...\n",
            "Selecting previously unselected package libgoogle-glog0v5.\n",
            "Preparing to unpack .../7-libgoogle-glog0v5_0.4.0-1build1_amd64.deb ...\n",
            "Unpacking libgoogle-glog0v5 (0.4.0-1build1) ...\n",
            "Selecting previously unselected package libgoogle-glog-dev.\n",
            "Preparing to unpack .../8-libgoogle-glog-dev_0.4.0-1build1_amd64.deb ...\n",
            "Unpacking libgoogle-glog-dev (0.4.0-1build1) ...\n",
            "Setting up libfftw3-single3:amd64 (3.3.8-2ubuntu1) ...\n",
            "Setting up libfftw3-long3:amd64 (3.3.8-2ubuntu1) ...\n",
            "Setting up libfftw3-quad3:amd64 (3.3.8-2ubuntu1) ...\n",
            "Setting up libgflags2.2 (2.2.2-1build1) ...\n",
            "Setting up libfftw3-bin (3.3.8-2ubuntu1) ...\n",
            "Setting up libgflags-dev (2.2.2-1build1) ...\n",
            "Setting up libfftw3-dev:amd64 (3.3.8-2ubuntu1) ...\n",
            "Setting up libgoogle-glog0v5 (0.4.0-1build1) ...\n",
            "Setting up libgoogle-glog-dev (0.4.0-1build1) ...\n",
            "Processing triggers for man-db (2.9.1-1) ...\n",
            "Processing triggers for libc-bin (2.31-0ubuntu9.9) ...\n",
            "Cloning into 'kenlm'...\n",
            "remote: Enumerating objects: 14147, done.\u001b[K\n",
            "remote: Counting objects: 100% (460/460), done.\u001b[K\n",
            "remote: Compressing objects: 100% (319/319), done.\u001b[K\n",
            "remote: Total 14147 (delta 152), reused 399 (delta 127), pack-reused 13687\u001b[K\n",
            "Receiving objects: 100% (14147/14147), 5.91 MiB | 15.20 MiB/s, done.\n",
            "Resolving deltas: 100% (8032/8032), done.\n",
            "-- The C compiler identification is GNU 9.4.0\n",
            "-- The CXX compiler identification is GNU 9.4.0\n",
            "-- Detecting C compiler ABI info\n",
            "-- Detecting C compiler ABI info - done\n",
            "-- Check for working C compiler: /usr/bin/cc - skipped\n",
            "-- Detecting C compile features\n",
            "-- Detecting C compile features - done\n",
            "-- Detecting CXX compiler ABI info\n",
            "-- Detecting CXX compiler ABI info - done\n",
            "-- Check for working CXX compiler: /usr/bin/c++ - skipped\n",
            "-- Detecting CXX compile features\n",
            "-- Detecting CXX compile features - done\n",
            "-- Could NOT find Eigen3 (missing: Eigen3_DIR)\n",
            "-- Found Boost: /usr/lib/x86_64-linux-gnu/cmake/Boost-1.71.0/BoostConfig.cmake (found suitable version \"1.71.0\", minimum required is \"1.41.0\") found components: program_options system thread unit_test_framework \n",
            "-- Check if compiler accepts -pthread\n",
            "-- Check if compiler accepts -pthread - yes\n",
            "-- Found Threads: TRUE  \n",
            "-- Found ZLIB: /usr/lib/x86_64-linux-gnu/libz.so (found version \"1.2.11\") \n",
            "-- Found BZip2: /usr/lib/x86_64-linux-gnu/libbz2.so (found version \"1.0.8\") \n",
            "-- Looking for BZ2_bzCompressInit\n",
            "-- Looking for BZ2_bzCompressInit - found\n",
            "-- Looking for lzma_auto_decoder in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_auto_decoder in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Looking for lzma_easy_encoder in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_easy_encoder in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Looking for lzma_lzma_preset in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_lzma_preset in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Found LibLZMA: /usr/lib/x86_64-linux-gnu/liblzma.so (found version \"5.2.4\") \n",
            "-- Looking for clock_gettime in rt\n",
            "-- Looking for clock_gettime in rt - found\n",
            "-- Configuring done\n",
            "-- Generating done\n",
            "-- Build files have been written to: /tmp/kenlm/build\n",
            "[  1%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/double-conversion/bignum-dtoa.cc.o\u001b[0m\n",
            "[  2%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/double-conversion/bignum.cc.o\u001b[0m\n",
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            "[ 22%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/file.cc.o\u001b[0m\n",
            "[ 23%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/file_piece.cc.o\u001b[0m\n",
            "[ 25%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/float_to_string.cc.o\u001b[0m\n",
            "[ 26%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/integer_to_string.cc.o\u001b[0m\n",
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            "[ 28%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/murmur_hash.cc.o\u001b[0m\n",
            "[ 30%] \u001b[32mBuilding CXX object util/CMakeFiles/kenlm_util.dir/parallel_read.cc.o\u001b[0m\n",
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            "[ 38%] \u001b[32m\u001b[1mLinking CXX static library ../lib/libkenlm_util.a\u001b[0m\n",
            "[ 38%] Built target kenlm_util\n",
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            "[ 51%] \u001b[32m\u001b[1mLinking CXX executable ../bin/probing_hash_table_benchmark\u001b[0m\n",
            "[ 51%] Built target probing_hash_table_benchmark\n",
            "[ 52%] \u001b[32mBuilding CXX object lm/filter/CMakeFiles/kenlm_filter.dir/arpa_io.cc.o\u001b[0m\n",
            "[ 53%] \u001b[32mBuilding CXX object lm/filter/CMakeFiles/kenlm_filter.dir/phrase.cc.o\u001b[0m\n",
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            "[ 57%] Built target kenlm_filter\n",
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            "[ 68%] \u001b[32mBuilding CXX object lm/CMakeFiles/kenlm.dir/common/renumber.cc.o\u001b[0m\n",
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            "[ 71%] \u001b[32m\u001b[1mLinking CXX static library ../lib/libkenlm.a\u001b[0m\n",
            "[ 71%] Built target kenlm\n",
            "[ 72%] \u001b[32mBuilding CXX object lm/CMakeFiles/query.dir/query_main.cc.o\u001b[0m\n",
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            "[ 75%] Built target fragment\n",
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            "[ 77%] \u001b[32m\u001b[1mLinking CXX executable ../bin/query\u001b[0m\n",
            "[ 77%] Built target query\n",
            "[ 78%] \u001b[32mBuilding CXX object lm/CMakeFiles/kenlm_benchmark.dir/kenlm_benchmark_main.cc.o\u001b[0m\n",
            "[ 80%] \u001b[32m\u001b[1mLinking CXX executable ../bin/build_binary\u001b[0m\n",
            "[ 80%] Built target build_binary\n",
            "[ 81%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/kenlm_builder.dir/adjust_counts.cc.o\u001b[0m\n",
            "[ 82%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/kenlm_builder.dir/corpus_count.cc.o\u001b[0m\n",
            "[ 83%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/kenlm_builder.dir/initial_probabilities.cc.o\u001b[0m\n",
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            "[ 86%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/kenlm_builder.dir/output.cc.o\u001b[0m\n",
            "[ 87%] \u001b[32m\u001b[1mLinking CXX executable ../bin/kenlm_benchmark\u001b[0m\n",
            "[ 87%] Built target kenlm_benchmark\n",
            "[ 88%] \u001b[32mBuilding CXX object lm/filter/CMakeFiles/filter.dir/filter_main.cc.o\u001b[0m\n",
            "[ 90%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/kenlm_builder.dir/pipeline.cc.o\u001b[0m\n",
            "[ 91%] \u001b[32m\u001b[1mLinking CXX static library ../../lib/libkenlm_builder.a\u001b[0m\n",
            "[ 91%] Built target kenlm_builder\n",
            "[ 92%] \u001b[32mBuilding CXX object lm/filter/CMakeFiles/phrase_table_vocab.dir/phrase_table_vocab_main.cc.o\u001b[0m\n",
            "[ 93%] \u001b[32m\u001b[1mLinking CXX executable ../../bin/phrase_table_vocab\u001b[0m\n",
            "[ 93%] Built target phrase_table_vocab\n",
            "[ 95%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/lmplz.dir/lmplz_main.cc.o\u001b[0m\n",
            "[ 96%] \u001b[32m\u001b[1mLinking CXX executable ../../bin/filter\u001b[0m\n",
            "[ 96%] Built target filter\n",
            "[ 97%] \u001b[32mBuilding CXX object lm/builder/CMakeFiles/count_ngrams.dir/count_ngrams_main.cc.o\u001b[0m\n",
            "[ 98%] \u001b[32m\u001b[1mLinking CXX executable ../../bin/lmplz\u001b[0m\n",
            "[ 98%] Built target lmplz\n",
            "[100%] \u001b[32m\u001b[1mLinking CXX executable ../../bin/count_ngrams\u001b[0m\n",
            "[100%] Built target count_ngrams\n",
            "\u001b[36mInstall the project...\u001b[0m\n",
            "-- Install configuration: \"Release\"\n",
            "-- Installing: /usr/local/share/kenlm/cmake/kenlmTargets.cmake\n",
            "-- Installing: /usr/local/share/kenlm/cmake/kenlmTargets-release.cmake\n",
            "-- Installing: /usr/local/include/kenlm/util/bit_packing.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/ersatz_progress.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/exception.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/fake_ostream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/file.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/file_piece.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/file_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/fixed_array.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/float_to_string.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/getopt.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/have.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/integer_to_string.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/joint_sort.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/mmap.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/multi_intersection.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/murmur_hash.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/parallel_read.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/pcqueue.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/pool.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/probing_hash_table.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/proxy_iterator.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/read_compressed.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/scoped.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/sized_iterator.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/sorted_uniform.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/spaces.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/string_piece.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/string_piece_hash.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/string_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/thread_pool.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/tokenize_piece.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/usage.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/bignum-dtoa.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/bignum.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/cached-powers.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/diy-fp.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/double-conversion.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/double-to-string.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/fast-dtoa.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/fixed-dtoa.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/ieee.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/string-to-double.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/strtod.h\n",
            "-- Installing: /usr/local/include/kenlm/util/double-conversion/utils.h\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/block.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/chain.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/config.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/count_records.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/io.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/line_input.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/multi_progress.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/multi_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/rewindable_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/sort.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/util/stream/typed_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/bhiksha.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/binary_format.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/blank.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/config.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/enumerate_vocab.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/facade.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/left.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/lm_exception.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/max_order.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/model.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/model_type.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/ngram_query.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/partial.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/quantize.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/read_arpa.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/return.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/search_hashed.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/search_trie.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/sizes.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/state.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/trie.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/trie_sort.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/value.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/value_build.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/virtual_interface.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/vocab.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/weights.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/word_index.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/adjust_counts.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/combine_counts.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/corpus_count.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/debug_print.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/discount.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/hash_gamma.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/header_info.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/initial_probabilities.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/interpolate.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/output.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/payload.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/builder/pipeline.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/compare.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/joint_order.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/model_buffer.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/ngram.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/ngram_stream.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/print.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/renumber.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/size_option.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/common/special.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/arpa_io.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/count_io.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/format.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/phrase.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/thread.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/vocab.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/filter/wrapper.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/backoff_matrix.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/backoff_reunification.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/bounded_sequence_encoding.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/interpolate_info.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/merge_probabilities.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/merge_vocab.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/normalize.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/pipeline.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/split_worker.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/tune_derivatives.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/tune_instances.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/tune_matrix.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/tune_weights.hh\n",
            "-- Installing: /usr/local/include/kenlm/lm/interpolate/universal_vocab.hh\n",
            "-- Installing: /usr/local/share/kenlm/cmake/kenlmConfig.cmake\n",
            "-- Installing: /usr/local/lib/libkenlm_util.a\n",
            "-- Installing: /usr/local/bin/probing_hash_table_benchmark\n",
            "-- Installing: /usr/local/lib/libkenlm.a\n",
            "-- Installing: /usr/local/bin/query\n",
            "-- Installing: /usr/local/bin/fragment\n",
            "-- Installing: /usr/local/bin/build_binary\n",
            "-- Installing: /usr/local/bin/kenlm_benchmark\n",
            "-- Installing: /usr/local/bin/lmplz\n",
            "-- Installing: /usr/local/bin/count_ngrams\n",
            "-- Installing: /usr/local/lib/libkenlm_builder.a\n",
            "-- Installing: /usr/local/bin/filter\n",
            "-- Installing: /usr/local/bin/phrase_table_vocab\n",
            "-- Installing: /usr/local/lib/libkenlm_filter.a\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! rm -rf flashlight\n",
        "! git clone --recursive https://github.com/flashlight/flashlight.git\n",
        "%cd flashlight\n",
        "! git checkout 035ead6efefb82b47c8c2e643603e87d38850076 \n",
        "%cd bindings/python \n",
        "! python3 setup.py install\n",
        "\n",
        "%cd /content/fairseq "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5LjIgBfzhQ4w",
        "outputId": "5d1023c5-f6ad-46b1-9326-b51965c722c3"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'flashlight'...\n",
            "remote: Enumerating objects: 24032, done.\u001b[K\n",
            "remote: Counting objects: 100% (150/150), done.\u001b[K\n",
            "remote: Compressing objects: 100% (123/123), done.\u001b[K\n",
            "remote: Total 24032 (delta 41), reused 111 (delta 24), pack-reused 23882\u001b[K\n",
            "Receiving objects: 100% (24032/24032), 15.30 MiB | 2.64 MiB/s, done.\n",
            "Resolving deltas: 100% (17089/17089), done.\n",
            "/content/fairseq/flashlight\n",
            "Note: switching to '035ead6efefb82b47c8c2e643603e87d38850076'.\n",
            "\n",
            "You are in 'detached HEAD' state. You can look around, make experimental\n",
            "changes and commit them, and you can discard any commits you make in this\n",
            "state without impacting any branches by switching back to a branch.\n",
            "\n",
            "If you want to create a new branch to retain commits you create, you may\n",
            "do so (now or later) by using -c with the switch command. Example:\n",
            "\n",
            "  git switch -c <new-branch-name>\n",
            "\n",
            "Or undo this operation with:\n",
            "\n",
            "  git switch -\n",
            "\n",
            "Turn off this advice by setting config variable advice.detachedHead to false\n",
            "\n",
            "HEAD is now at 035ead6e AdvancedIndex fix\n",
            "/content/fairseq/flashlight/bindings/python\n",
            "running install\n",
            "/usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: SetuptoolsDeprecationWarning: setup.py install is deprecated.\n",
            "!!\n",
            "\n",
            "        ********************************************************************************\n",
            "        Please avoid running ``setup.py`` directly.\n",
            "        Instead, use pypa/build, pypa/installer, pypa/build or\n",
            "        other standards-based tools.\n",
            "\n",
            "        See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details.\n",
            "        ********************************************************************************\n",
            "\n",
            "!!\n",
            "  self.initialize_options()\n",
            "/usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: EasyInstallDeprecationWarning: easy_install command is deprecated.\n",
            "!!\n",
            "\n",
            "        ********************************************************************************\n",
            "        Please avoid running ``setup.py`` and ``easy_install``.\n",
            "        Instead, use pypa/build, pypa/installer, pypa/build or\n",
            "        other standards-based tools.\n",
            "\n",
            "        See https://github.com/pypa/setuptools/issues/917 for details.\n",
            "        ********************************************************************************\n",
            "\n",
            "!!\n",
            "  self.initialize_options()\n",
            "running bdist_egg\n",
            "running egg_info\n",
            "creating flashlight.egg-info\n",
            "writing flashlight.egg-info/PKG-INFO\n",
            "writing dependency_links to flashlight.egg-info/dependency_links.txt\n",
            "writing top-level names to flashlight.egg-info/top_level.txt\n",
            "writing manifest file 'flashlight.egg-info/SOURCES.txt'\n",
            "reading manifest file 'flashlight.egg-info/SOURCES.txt'\n",
            "reading manifest template 'MANIFEST.in'\n",
            "writing manifest file 'flashlight.egg-info/SOURCES.txt'\n",
            "installing library code to build/bdist.linux-x86_64/egg\n",
            "running install_lib\n",
            "running build_py\n",
            "creating build\n",
            "creating build/lib.linux-x86_64-cpython-310\n",
            "creating build/lib.linux-x86_64-cpython-310/flashlight\n",
            "creating build/lib.linux-x86_64-cpython-310/flashlight/lib\n",
            "copying flashlight/lib/__init__.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib\n",
            "creating build/lib.linux-x86_64-cpython-310/flashlight/lib/audio\n",
            "copying flashlight/lib/audio/feature.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib/audio\n",
            "creating build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence\n",
            "copying flashlight/lib/sequence/criterion_torch.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence\n",
            "copying flashlight/lib/sequence/criterion.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence\n",
            "creating build/lib.linux-x86_64-cpython-310/flashlight/lib/text\n",
            "copying flashlight/lib/text/dictionary.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib/text\n",
            "copying flashlight/lib/text/decoder.py -> build/lib.linux-x86_64-cpython-310/flashlight/lib/text\n",
            "running build_ext\n",
            "-- The CXX compiler identification is GNU 9.4.0\n",
            "-- The C compiler identification is GNU 9.4.0\n",
            "-- Detecting CXX compiler ABI info\n",
            "-- Detecting CXX compiler ABI info - done\n",
            "-- Check for working CXX compiler: /usr/bin/c++ - skipped\n",
            "-- Detecting CXX compile features\n",
            "-- Detecting CXX compile features - done\n",
            "-- Detecting C compiler ABI info\n",
            "-- Detecting C compiler ABI info - done\n",
            "-- Check for working C compiler: /usr/bin/cc - skipped\n",
            "-- Detecting C compile features\n",
            "-- Detecting C compile features - done\n",
            "-- Performing Test COMPILER_SUPPORTS_RDYNAMIC\n",
            "-- Performing Test COMPILER_SUPPORTS_RDYNAMIC - Success\n",
            "-- -rdynamic supported.\n",
            "-- The CUDA compiler identification is NVIDIA 11.8.89\n",
            "-- Detecting CUDA compiler ABI info\n",
            "-- Detecting CUDA compiler ABI info - done\n",
            "-- Check for working CUDA compiler: /usr/local/cuda/bin/nvcc - skipped\n",
            "-- Detecting CUDA compile features\n",
            "-- Detecting CUDA compile features - done\n",
            "-- Performing Test CMAKE_HAVE_LIBC_PTHREAD\n",
            "-- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Failed\n",
            "-- Looking for pthread_create in pthreads\n",
            "-- Looking for pthread_create in pthreads - not found\n",
            "-- Looking for pthread_create in pthread\n",
            "-- Looking for pthread_create in pthread - found\n",
            "-- Found Threads: TRUE  \n",
            "-- CUDA found (library: /usr/local/cuda/lib64/libcudart_static.a;Threads::Threads;dl;/usr/lib/x86_64-linux-gnu/librt.so include: /usr/local/cuda/include)\n",
            "-- CUDA architecture flags: -gencodearch=compute_35,code=sm_35-gencodearch=compute_50,code=sm_50-gencodearch=compute_52,code=sm_52-gencodearch=compute_60,code=sm_60-gencodearch=compute_61,code=sm_61-gencodearch=compute_70,code=sm_70-gencodearch=compute_75,code=sm_75-gencodearch=compute_80,code=sm_80-gencodearch=compute_80,code=compute_80\n",
            "-- Will build flashlight libraries.\n",
            "-- MKL_THREADING = OMP\n",
            "-- Looking for sys/types.h\n",
            "-- Looking for sys/types.h - found\n",
            "-- Looking for stdint.h\n",
            "-- Looking for stdint.h - found\n",
            "-- Looking for stddef.h\n",
            "-- Looking for stddef.h - found\n",
            "-- Check size of void*\n",
            "-- Check size of void* - done\n",
            "-- Checking for [mkl_intel_lp64 - mkl_gnu_thread - mkl_core - gomp - pthread - m - dl]\n",
            "--   Library mkl_intel_lp64: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so\n",
            "--   Library mkl_gnu_thread: /opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so\n",
            "--   Library mkl_core: /opt/intel/mkl/lib/intel64/libmkl_core.so\n",
            "--   Library gomp: -fopenmp\n",
            "--   Library pthread: /usr/lib/x86_64-linux-gnu/libpthread.so\n",
            "--   Library m: /usr/lib/x86_64-linux-gnu/libm.so\n",
            "--   Library dl: /usr/lib/x86_64-linux-gnu/libdl.so\n",
            "-- Looking for cblas_sgemm\n",
            "-- Looking for cblas_sgemm - found\n",
            "-- MKL library found\n",
            "-- CBLAS found (include: /opt/intel/mkl/include, library: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so;/opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so;/opt/intel/mkl/lib/intel64/libmkl_core.so;-fopenmp;/usr/lib/x86_64-linux-gnu/libpthread.so;/usr/lib/x86_64-linux-gnu/libm.so;/usr/lib/x86_64-linux-gnu/libdl.so)\n",
            "-- Could NOT find FFTW3 (missing: FFTW3_DIR)\n",
            "-- Found PkgConfig: /usr/bin/pkg-config (found version \"0.29.1\") \n",
            "-- FindFFTW using pkgconfig: FOUND=1 LIBRARIES=fftw3 LIBRARY_DIRS=/usr/lib/x86_64-linux-gnu LIBDIR=/usr/lib/x86_64-linux-gnu LINK_LIBRARIES=/usr/lib/x86_64-linux-gnu/libfftw3.so\n",
            "-- FindFTTW using pkgconfig: INCLUDE_DIRS= INCLUDEDIR=/usr/include\n",
            "-- Found FFTW3: /usr/include  \n",
            "-- FFTW found\n",
            "-- Found OpenMP_C: -fopenmp (found version \"4.5\") \n",
            "-- Found OpenMP_CXX: -fopenmp (found version \"4.5\") \n",
            "-- Found OpenMP: TRUE (found version \"4.5\")  \n",
            "-- Looking for KenLM\n",
            "-- Looking for lzma_auto_decoder in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_auto_decoder in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Looking for lzma_easy_encoder in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_easy_encoder in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Looking for lzma_lzma_preset in /usr/lib/x86_64-linux-gnu/liblzma.so\n",
            "-- Looking for lzma_lzma_preset in /usr/lib/x86_64-linux-gnu/liblzma.so - found\n",
            "-- Found LibLZMA: /usr/lib/x86_64-linux-gnu/liblzma.so (found version \"5.2.4\") \n",
            "-- Found BZip2: /usr/lib/x86_64-linux-gnu/libbz2.so (found version \"1.0.8\") \n",
            "-- Looking for BZ2_bzCompressInit\n",
            "-- Looking for BZ2_bzCompressInit - found\n",
            "-- Found ZLIB: /usr/lib/x86_64-linux-gnu/libz.so (found version \"1.2.11\") \n",
            "-- Using kenlm library found in /usr/local/lib/libkenlm.a\n",
            "-- Using kenlm utils library found in /usr/local/lib/libkenlm_util.a\n",
            "-- kenlm model.hh found in /usr/local/include/kenlm/lm\n",
            "-- Found kenlm: /usr/local/include  \n",
            "-- Found kenlm (include: /usr/local/include, library: /usr/local/lib/libkenlm.a;/usr/local/lib/libkenlm_util.a;/usr/lib/x86_64-linux-gnu/liblzma.so;/usr/lib/x86_64-linux-gnu/libbz2.so;/usr/lib/x86_64-linux-gnu/libz.so)\n",
            "-- Found PythonInterp: /usr/bin/python3 (found version \"3.10.11\") \n",
            "-- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.10.so\n",
            "-- Performing Test HAS_FLTO\n",
            "-- Performing Test HAS_FLTO - Success\n",
            "-- LTO enabled\n",
            "-- Configuring done\n",
            "\u001b[33mCMake Warning (dev) in CMakeLists.txt:\n",
            "  Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,\n",
            "  empty CUDA_ARCHITECTURES not allowed.  Run \"cmake --help-policy CMP0104\"\n",
            "  for policy details.  Use the cmake_policy command to set the policy and\n",
            "  suppress this warning.\n",
            "\n",
            "  CUDA_ARCHITECTURES is empty for target \"fl-libraries\".\n",
            "This warning is for project developers.  Use -Wno-dev to suppress it.\n",
            "\u001b[0m\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310\n",
            "[  1%] \u001b[34m\u001b[1mCreating directories for 'pybind11'\u001b[0m\n",
            "[  3%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/set/Hungarian.cpp.o\u001b[0m\n",
            "[  5%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cpu/CriterionUtils.cpp.o\u001b[0m\n",
            "[  7%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cpu/ForceAlignmentCriterion.cpp.o\u001b[0m\n",
            "[  9%] \u001b[34m\u001b[1mPerforming download step (git clone) for 'pybind11'\u001b[0m\n",
            "Cloning into 'pybind11'...\n",
            "[ 11%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cpu/ConnectionistTemporalClassificationCriterion.cpp.o\u001b[0m\n",
            "[ 13%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cpu/FullConnectionCriterion.cpp.o\u001b[0m\n",
            "[ 15%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cpu/ViterbiPath.cpp.o\u001b[0m\n",
            "[ 16%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Ceplifter.cpp.o\u001b[0m\n",
            "[ 18%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Dct.cpp.o\u001b[0m\n",
            "[ 20%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Derivatives.cpp.o\u001b[0m\n",
            "HEAD is now at 9a19306f bump version to 2.2.4\n",
            "Submodule 'tools/clang' (https://github.com/wjakob/clang-cindex-python3) registered for path 'tools/clang'\n",
            "Cloning into '/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/tools/clang'...\n",
            "[ 22%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Dither.cpp.o\u001b[0m\n",
            "[ 24%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Mfcc.cpp.o\u001b[0m\n",
            "[ 26%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/Mfsc.cpp.o\u001b[0m\n",
            "Submodule path 'tools/clang': checked out '6a00cbc4a9b8e68b71caf7f774b3f9c753ae84d5'\n",
            "[ 28%] \u001b[34m\u001b[1mPerforming update step for 'pybind11'\u001b[0m\n",
            "[ 30%] \u001b[34m\u001b[1mNo patch step for 'pybind11'\u001b[0m\n",
            "[ 32%] \u001b[34m\u001b[1mNo configure step for 'pybind11'\u001b[0m\n",
            "[ 33%] \u001b[34m\u001b[1mNo build step for 'pybind11'\u001b[0m\n",
            "[ 35%] \u001b[34m\u001b[1mNo install step for 'pybind11'\u001b[0m\n",
            "[ 37%] \u001b[34m\u001b[1mCompleted 'pybind11'\u001b[0m\n",
            "[ 37%] Built target pybind11\n",
            "[ 39%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/PowerSpectrum.cpp.o\u001b[0m\n",
            "[ 41%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/PreEmphasis.cpp.o\u001b[0m\n",
            "[ 43%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/audio/feature/SpeechUtils.cpp.o\u001b[0m\n",
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            "[ 49%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/common/String.cpp.o\u001b[0m\n",
            "[ 50%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/common/System.cpp.o\u001b[0m\n",
            "[ 52%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/lm/ConvLM.cpp.o\u001b[0m\n",
            "[ 54%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/lm/ZeroLM.cpp.o\u001b[0m\n",
            "[ 56%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/lm/KenLM.cpp.o\u001b[0m\n",
            "[ 58%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/LexiconDecoder.cpp.o\u001b[0m\n",
            "[ 60%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/LexiconFreeDecoder.cpp.o\u001b[0m\n",
            "[ 62%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/LexiconSeq2SeqDecoder.cpp.o\u001b[0m\n",
            "[ 64%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/LexiconFreeSeq2SeqDecoder.cpp.o\u001b[0m\n",
            "[ 66%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/Trie.cpp.o\u001b[0m\n",
            "[ 67%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/decoder/Utils.cpp.o\u001b[0m\n",
            "[ 69%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/dictionary/Dictionary.cpp.o\u001b[0m\n",
            "[ 71%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/dictionary/Utils.cpp.o\u001b[0m\n",
            "[ 73%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/tokenizer/PartialFileReader.cpp.o\u001b[0m\n",
            "[ 75%] \u001b[32mBuilding CXX object CMakeFiles/fl-libraries.dir/flashlight/lib/text/tokenizer/Tokenizer.cpp.o\u001b[0m\n",
            "[ 77%] \u001b[32mBuilding CUDA object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cuda/CriterionUtils.cu.o\u001b[0m\n",
            "[ 79%] \u001b[32mBuilding CUDA object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cuda/ForceAlignmentCriterion.cu.o\u001b[0m\n",
            "[ 81%] \u001b[32mBuilding CUDA object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cuda/FullConnectionCriterion.cu.o\u001b[0m\n",
            "[ 83%] \u001b[32mBuilding CUDA object CMakeFiles/fl-libraries.dir/flashlight/lib/sequence/criterion/cuda/ViterbiPath.cu.o\u001b[0m\n",
            "[ 84%] \u001b[32m\u001b[1mLinking CXX shared library /content/fairseq/flashlight/bindings/python/build/lib.linux-x86_64-cpython-310/libfl-libraries.so\u001b[0m\n",
            "[ 84%] Built target fl-libraries\n",
            "[ 86%] \u001b[32mBuilding CXX object CMakeFiles/flashlight_lib_audio_feature.dir/bindings/python/flashlight/lib/audio/_feature.cpp.o\u001b[0m\n",
            "[ 88%] \u001b[32mBuilding CXX object CMakeFiles/flashlight_lib_sequence_criterion.dir/bindings/python/flashlight/lib/sequence/_criterion.cpp.o\u001b[0m\n",
            "[ 90%] \u001b[32mBuilding CXX object CMakeFiles/flashlight_lib_text_dictionary.dir/bindings/python/flashlight/lib/text/_dictionary.cpp.o\u001b[0m\n",
            "[ 92%] \u001b[32mBuilding CXX object CMakeFiles/flashlight_lib_text_decoder.dir/bindings/python/flashlight/lib/text/_decoder.cpp.o\u001b[0m\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_decoder.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpybind11::detail::internals& pybind11::detail::get_internals()\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_decoder.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_decoder.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_decoder.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/sequence/_criterion.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpybind11::detail::internals& pybind11::detail::get_internals()\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/sequence/_criterion.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/sequence/_criterion.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/sequence/_criterion.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_dictionary.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpybind11::detail::internals& pybind11::detail::get_internals()\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_dictionary.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_dictionary.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/text/_dictionary.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/audio/_feature.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpybind11::detail::internals& pybind11::detail::get_internals()\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/audio/_feature.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:16\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/audio/_feature.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/internals.h:194:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kvoid PyEval_InitThreads()\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "  194 |         PyEval_InitThreads(\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n",
            "      |                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "In file included from \u001b[01m\u001b[K/usr/include/python3.10/Python.h:130\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/detail/common.h:112\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pytypes.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/cast.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/attr.h:13\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310/pybind11/src/pybind11/include/pybind11/pybind11.h:43\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/content/fairseq/flashlight/bindings/python/flashlight/lib/audio/_feature.cpp:8\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/include/python3.10/ceval.h:122:37:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            "  122 | Py_DEPRECATED(3.9) PyAPI_FUNC(void) \u001b[01;36m\u001b[KPyEval_InitThreads\u001b[m\u001b[K(void);\n",
            "      |                                     \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "[ 94%] \u001b[32m\u001b[1mLinking CXX shared module /content/fairseq/flashlight/bindings/python/build/lib.linux-x86_64-cpython-310/flashlight/lib/text/flashlight_lib_text_dictionary.cpython-310-x86_64-linux-gnu.so\u001b[0m\n",
            "[ 96%] \u001b[32m\u001b[1mLinking CXX shared module /content/fairseq/flashlight/bindings/python/build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence/flashlight_lib_sequence_criterion.cpython-310-x86_64-linux-gnu.so\u001b[0m\n",
            "[ 98%] \u001b[32m\u001b[1mLinking CXX shared module /content/fairseq/flashlight/bindings/python/build/lib.linux-x86_64-cpython-310/flashlight/lib/audio/flashlight_lib_audio_feature.cpython-310-x86_64-linux-gnu.so\u001b[0m\n",
            "[ 98%] Built target flashlight_lib_text_dictionary\n",
            "[100%] \u001b[32m\u001b[1mLinking CXX shared module /content/fairseq/flashlight/bindings/python/build/lib.linux-x86_64-cpython-310/flashlight/lib/text/flashlight_lib_text_decoder.cpython-310-x86_64-linux-gnu.so\u001b[0m\n",
            "[100%] Built target flashlight_lib_sequence_criterion\n",
            "[100%] Built target flashlight_lib_audio_feature\n",
            "[100%] Built target flashlight_lib_text_decoder\n",
            "-- -rdynamic supported.\n",
            "-- CUDA found (library: /usr/local/cuda/lib64/libcudart_static.a;Threads::Threads;dl;/usr/lib/x86_64-linux-gnu/librt.so include: /usr/local/cuda/include)\n",
            "-- CUDA architecture flags: -gencodearch=compute_35,code=sm_35-gencodearch=compute_50,code=sm_50-gencodearch=compute_52,code=sm_52-gencodearch=compute_60,code=sm_60-gencodearch=compute_61,code=sm_61-gencodearch=compute_70,code=sm_70-gencodearch=compute_75,code=sm_75-gencodearch=compute_80,code=sm_80-gencodearch=compute_80,code=compute_80\n",
            "-- Will build flashlight libraries.\n",
            "-- MKL_THREADING = OMP\n",
            "-- Checking for [mkl_intel_lp64 - mkl_gnu_thread - mkl_core - gomp - pthread - m - dl]\n",
            "--   Library mkl_intel_lp64: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so\n",
            "--   Library mkl_gnu_thread: /opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so\n",
            "--   Library mkl_core: /opt/intel/mkl/lib/intel64/libmkl_core.so\n",
            "--   Library gomp: -fopenmp\n",
            "--   Library pthread: /usr/lib/x86_64-linux-gnu/libpthread.so\n",
            "--   Library m: /usr/lib/x86_64-linux-gnu/libm.so\n",
            "--   Library dl: /usr/lib/x86_64-linux-gnu/libdl.so\n",
            "-- MKL library found\n",
            "-- CBLAS found (include: /opt/intel/mkl/include, library: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so;/opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so;/opt/intel/mkl/lib/intel64/libmkl_core.so;-fopenmp;/usr/lib/x86_64-linux-gnu/libpthread.so;/usr/lib/x86_64-linux-gnu/libm.so;/usr/lib/x86_64-linux-gnu/libdl.so)\n",
            "-- Could NOT find FFTW3 (missing: FFTW3_DIR)\n",
            "-- FindFFTW using pkgconfig: FOUND=1 LIBRARIES=fftw3 LIBRARY_DIRS=/usr/lib/x86_64-linux-gnu LIBDIR=/usr/lib/x86_64-linux-gnu LINK_LIBRARIES=/usr/lib/x86_64-linux-gnu/libfftw3.so\n",
            "-- FindFTTW using pkgconfig: INCLUDE_DIRS= INCLUDEDIR=/usr/include\n",
            "-- FFTW found\n",
            "-- Looking for KenLM\n",
            "-- Using kenlm library found in /usr/local/lib/libkenlm.a\n",
            "-- Using kenlm utils library found in /usr/local/lib/libkenlm_util.a\n",
            "-- kenlm model.hh found in /usr/local/include/kenlm/lm\n",
            "-- Found kenlm (include: /usr/local/include, library: /usr/local/lib/libkenlm.a;/usr/local/lib/libkenlm_util.a;/usr/lib/x86_64-linux-gnu/liblzma.so;/usr/lib/x86_64-linux-gnu/libbz2.so;/usr/lib/x86_64-linux-gnu/libz.so)\n",
            "-- Configuring done\n",
            "\u001b[33mCMake Warning (dev) in CMakeLists.txt:\n",
            "  Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,\n",
            "  empty CUDA_ARCHITECTURES not allowed.  Run \"cmake --help-policy CMP0104\"\n",
            "  for policy details.  Use the cmake_policy command to set the policy and\n",
            "  suppress this warning.\n",
            "\n",
            "  CUDA_ARCHITECTURES is empty for target \"fl-libraries\".\n",
            "This warning is for project developers.  Use -Wno-dev to suppress it.\n",
            "\u001b[0m\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310\n",
            "[  1%] \u001b[34m\u001b[1mPerforming update step for 'pybind11'\u001b[0m\n",
            "[  3%] \u001b[34m\u001b[1mNo patch step for 'pybind11'\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mNo configure step for 'pybind11'\u001b[0m\n",
            "[  7%] \u001b[34m\u001b[1mNo build step for 'pybind11'\u001b[0m\n",
            "[  9%] \u001b[34m\u001b[1mNo install step for 'pybind11'\u001b[0m\n",
            "[ 11%] \u001b[34m\u001b[1mCompleted 'pybind11'\u001b[0m\n",
            "[ 15%] Built target pybind11\n",
            "[ 84%] Built target fl-libraries\n",
            "[ 88%] Built target flashlight_lib_sequence_criterion\n",
            "[ 92%] Built target flashlight_lib_text_decoder\n",
            "[ 96%] Built target flashlight_lib_audio_feature\n",
            "[100%] Built target flashlight_lib_text_dictionary\n",
            "-- -rdynamic supported.\n",
            "-- CUDA found (library: /usr/local/cuda/lib64/libcudart_static.a;Threads::Threads;dl;/usr/lib/x86_64-linux-gnu/librt.so include: /usr/local/cuda/include)\n",
            "-- CUDA architecture flags: -gencodearch=compute_35,code=sm_35-gencodearch=compute_50,code=sm_50-gencodearch=compute_52,code=sm_52-gencodearch=compute_60,code=sm_60-gencodearch=compute_61,code=sm_61-gencodearch=compute_70,code=sm_70-gencodearch=compute_75,code=sm_75-gencodearch=compute_80,code=sm_80-gencodearch=compute_80,code=compute_80\n",
            "-- Will build flashlight libraries.\n",
            "-- MKL_THREADING = OMP\n",
            "-- Checking for [mkl_intel_lp64 - mkl_gnu_thread - mkl_core - gomp - pthread - m - dl]\n",
            "--   Library mkl_intel_lp64: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so\n",
            "--   Library mkl_gnu_thread: /opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so\n",
            "--   Library mkl_core: /opt/intel/mkl/lib/intel64/libmkl_core.so\n",
            "--   Library gomp: -fopenmp\n",
            "--   Library pthread: /usr/lib/x86_64-linux-gnu/libpthread.so\n",
            "--   Library m: /usr/lib/x86_64-linux-gnu/libm.so\n",
            "--   Library dl: /usr/lib/x86_64-linux-gnu/libdl.so\n",
            "-- MKL library found\n",
            "-- CBLAS found (include: /opt/intel/mkl/include, library: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so;/opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so;/opt/intel/mkl/lib/intel64/libmkl_core.so;-fopenmp;/usr/lib/x86_64-linux-gnu/libpthread.so;/usr/lib/x86_64-linux-gnu/libm.so;/usr/lib/x86_64-linux-gnu/libdl.so)\n",
            "-- Could NOT find FFTW3 (missing: FFTW3_DIR)\n",
            "-- FindFFTW using pkgconfig: FOUND=1 LIBRARIES=fftw3 LIBRARY_DIRS=/usr/lib/x86_64-linux-gnu LIBDIR=/usr/lib/x86_64-linux-gnu LINK_LIBRARIES=/usr/lib/x86_64-linux-gnu/libfftw3.so\n",
            "-- FindFTTW using pkgconfig: INCLUDE_DIRS= INCLUDEDIR=/usr/include\n",
            "-- FFTW found\n",
            "-- Looking for KenLM\n",
            "-- Using kenlm library found in /usr/local/lib/libkenlm.a\n",
            "-- Using kenlm utils library found in /usr/local/lib/libkenlm_util.a\n",
            "-- kenlm model.hh found in /usr/local/include/kenlm/lm\n",
            "-- Found kenlm (include: /usr/local/include, library: /usr/local/lib/libkenlm.a;/usr/local/lib/libkenlm_util.a;/usr/lib/x86_64-linux-gnu/liblzma.so;/usr/lib/x86_64-linux-gnu/libbz2.so;/usr/lib/x86_64-linux-gnu/libz.so)\n",
            "-- Configuring done\n",
            "\u001b[33mCMake Warning (dev) in CMakeLists.txt:\n",
            "  Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,\n",
            "  empty CUDA_ARCHITECTURES not allowed.  Run \"cmake --help-policy CMP0104\"\n",
            "  for policy details.  Use the cmake_policy command to set the policy and\n",
            "  suppress this warning.\n",
            "\n",
            "  CUDA_ARCHITECTURES is empty for target \"fl-libraries\".\n",
            "This warning is for project developers.  Use -Wno-dev to suppress it.\n",
            "\u001b[0m\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310\n",
            "[  1%] \u001b[34m\u001b[1mPerforming update step for 'pybind11'\u001b[0m\n",
            "[  3%] \u001b[34m\u001b[1mNo patch step for 'pybind11'\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mNo configure step for 'pybind11'\u001b[0m\n",
            "[  7%] \u001b[34m\u001b[1mNo build step for 'pybind11'\u001b[0m\n",
            "[  9%] \u001b[34m\u001b[1mNo install step for 'pybind11'\u001b[0m\n",
            "[ 11%] \u001b[34m\u001b[1mCompleted 'pybind11'\u001b[0m\n",
            "[ 15%] Built target pybind11\n",
            "[ 84%] Built target fl-libraries\n",
            "[ 88%] Built target flashlight_lib_sequence_criterion\n",
            "[ 92%] Built target flashlight_lib_audio_feature\n",
            "[ 96%] Built target flashlight_lib_text_decoder\n",
            "[100%] Built target flashlight_lib_text_dictionary\n",
            "-- -rdynamic supported.\n",
            "-- CUDA found (library: /usr/local/cuda/lib64/libcudart_static.a;Threads::Threads;dl;/usr/lib/x86_64-linux-gnu/librt.so include: /usr/local/cuda/include)\n",
            "-- CUDA architecture flags: -gencodearch=compute_35,code=sm_35-gencodearch=compute_50,code=sm_50-gencodearch=compute_52,code=sm_52-gencodearch=compute_60,code=sm_60-gencodearch=compute_61,code=sm_61-gencodearch=compute_70,code=sm_70-gencodearch=compute_75,code=sm_75-gencodearch=compute_80,code=sm_80-gencodearch=compute_80,code=compute_80\n",
            "-- Will build flashlight libraries.\n",
            "-- MKL_THREADING = OMP\n",
            "-- Checking for [mkl_intel_lp64 - mkl_gnu_thread - mkl_core - gomp - pthread - m - dl]\n",
            "--   Library mkl_intel_lp64: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so\n",
            "--   Library mkl_gnu_thread: /opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so\n",
            "--   Library mkl_core: /opt/intel/mkl/lib/intel64/libmkl_core.so\n",
            "--   Library gomp: -fopenmp\n",
            "--   Library pthread: /usr/lib/x86_64-linux-gnu/libpthread.so\n",
            "--   Library m: /usr/lib/x86_64-linux-gnu/libm.so\n",
            "--   Library dl: /usr/lib/x86_64-linux-gnu/libdl.so\n",
            "-- MKL library found\n",
            "-- CBLAS found (include: /opt/intel/mkl/include, library: /opt/intel/mkl/lib/intel64/libmkl_intel_lp64.so;/opt/intel/mkl/lib/intel64/libmkl_gnu_thread.so;/opt/intel/mkl/lib/intel64/libmkl_core.so;-fopenmp;/usr/lib/x86_64-linux-gnu/libpthread.so;/usr/lib/x86_64-linux-gnu/libm.so;/usr/lib/x86_64-linux-gnu/libdl.so)\n",
            "-- Could NOT find FFTW3 (missing: FFTW3_DIR)\n",
            "-- FindFFTW using pkgconfig: FOUND=1 LIBRARIES=fftw3 LIBRARY_DIRS=/usr/lib/x86_64-linux-gnu LIBDIR=/usr/lib/x86_64-linux-gnu LINK_LIBRARIES=/usr/lib/x86_64-linux-gnu/libfftw3.so\n",
            "-- FindFTTW using pkgconfig: INCLUDE_DIRS= INCLUDEDIR=/usr/include\n",
            "-- FFTW found\n",
            "-- Looking for KenLM\n",
            "-- Using kenlm library found in /usr/local/lib/libkenlm.a\n",
            "-- Using kenlm utils library found in /usr/local/lib/libkenlm_util.a\n",
            "-- kenlm model.hh found in /usr/local/include/kenlm/lm\n",
            "-- Found kenlm (include: /usr/local/include, library: /usr/local/lib/libkenlm.a;/usr/local/lib/libkenlm_util.a;/usr/lib/x86_64-linux-gnu/liblzma.so;/usr/lib/x86_64-linux-gnu/libbz2.so;/usr/lib/x86_64-linux-gnu/libz.so)\n",
            "-- Configuring done\n",
            "\u001b[33mCMake Warning (dev) in CMakeLists.txt:\n",
            "  Policy CMP0104 is not set: CMAKE_CUDA_ARCHITECTURES now detected for NVCC,\n",
            "  empty CUDA_ARCHITECTURES not allowed.  Run \"cmake --help-policy CMP0104\"\n",
            "  for policy details.  Use the cmake_policy command to set the policy and\n",
            "  suppress this warning.\n",
            "\n",
            "  CUDA_ARCHITECTURES is empty for target \"fl-libraries\".\n",
            "This warning is for project developers.  Use -Wno-dev to suppress it.\n",
            "\u001b[0m\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content/fairseq/flashlight/bindings/python/build/temp.linux-x86_64-cpython-310\n",
            "[  1%] \u001b[34m\u001b[1mPerforming update step for 'pybind11'\u001b[0m\n",
            "[  3%] \u001b[34m\u001b[1mNo patch step for 'pybind11'\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mNo configure step for 'pybind11'\u001b[0m\n",
            "[  7%] \u001b[34m\u001b[1mNo build step for 'pybind11'\u001b[0m\n",
            "[  9%] \u001b[34m\u001b[1mNo install step for 'pybind11'\u001b[0m\n",
            "[ 11%] \u001b[34m\u001b[1mCompleted 'pybind11'\u001b[0m\n",
            "[ 81%] Built target fl-libraries\n",
            "[ 84%] Built target pybind11\n",
            "[ 88%] Built target flashlight_lib_sequence_criterion\n",
            "[ 92%] Built target flashlight_lib_audio_feature\n",
            "[ 96%] Built target flashlight_lib_text_decoder\n",
            "[100%] Built target flashlight_lib_text_dictionary\n",
            "creating build/bdist.linux-x86_64\n",
            "creating build/bdist.linux-x86_64/egg\n",
            "copying build/lib.linux-x86_64-cpython-310/libfl-libraries.so -> build/bdist.linux-x86_64/egg\n",
            "copying build/lib.linux-x86_64-cpython-310/libfl-libraries.so.0 -> build/bdist.linux-x86_64/egg\n",
            "copying build/lib.linux-x86_64-cpython-310/libfl-libraries.so.0.3 -> build/bdist.linux-x86_64/egg\n",
            "creating build/bdist.linux-x86_64/egg/flashlight\n",
            "creating build/bdist.linux-x86_64/egg/flashlight/lib\n",
            "creating build/bdist.linux-x86_64/egg/flashlight/lib/sequence\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence/flashlight_lib_sequence_criterion.cpython-310-x86_64-linux-gnu.so -> build/bdist.linux-x86_64/egg/flashlight/lib/sequence\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence/criterion_torch.py -> build/bdist.linux-x86_64/egg/flashlight/lib/sequence\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/sequence/criterion.py -> build/bdist.linux-x86_64/egg/flashlight/lib/sequence\n",
            "creating build/bdist.linux-x86_64/egg/flashlight/lib/audio\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/audio/feature.py -> build/bdist.linux-x86_64/egg/flashlight/lib/audio\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/audio/flashlight_lib_audio_feature.cpython-310-x86_64-linux-gnu.so -> build/bdist.linux-x86_64/egg/flashlight/lib/audio\n",
            "creating build/bdist.linux-x86_64/egg/flashlight/lib/text\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/text/flashlight_lib_text_dictionary.cpython-310-x86_64-linux-gnu.so -> build/bdist.linux-x86_64/egg/flashlight/lib/text\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/text/flashlight_lib_text_decoder.cpython-310-x86_64-linux-gnu.so -> build/bdist.linux-x86_64/egg/flashlight/lib/text\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/text/dictionary.py -> build/bdist.linux-x86_64/egg/flashlight/lib/text\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/text/decoder.py -> build/bdist.linux-x86_64/egg/flashlight/lib/text\n",
            "copying build/lib.linux-x86_64-cpython-310/flashlight/lib/__init__.py -> build/bdist.linux-x86_64/egg/flashlight/lib\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/sequence/criterion_torch.py to criterion_torch.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/sequence/criterion.py to criterion.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/audio/feature.py to feature.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/text/dictionary.py to dictionary.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/text/decoder.py to decoder.cpython-310.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/flashlight/lib/__init__.py to __init__.cpython-310.pyc\n",
            "creating build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying flashlight.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying flashlight.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying flashlight.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying flashlight.egg-info/not-zip-safe -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying flashlight.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "writing build/bdist.linux-x86_64/egg/EGG-INFO/native_libs.txt\n",
            "creating dist\n",
            "creating 'dist/flashlight-1.0.0-py3.10-linux-x86_64.egg' and adding 'build/bdist.linux-x86_64/egg' to it\n",
            "removing 'build/bdist.linux-x86_64/egg' (and everything under it)\n",
            "Processing flashlight-1.0.0-py3.10-linux-x86_64.egg\n",
            "creating /usr/local/lib/python3.10/dist-packages/flashlight-1.0.0-py3.10-linux-x86_64.egg\n",
            "Extracting flashlight-1.0.0-py3.10-linux-x86_64.egg to /usr/local/lib/python3.10/dist-packages\n",
            "Adding flashlight 1.0.0 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.10/dist-packages/flashlight-1.0.0-py3.10-linux-x86_64.egg\n",
            "Processing dependencies for flashlight==1.0.0\n",
            "Finished processing dependencies for flashlight==1.0.0\n",
            "/content/fairseq\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Next, we download an audio file from [People's speech](https://huggingface.co/datasets/MLCommons/peoples_speech) data. We will the audio sample from their 'dirty' subset which will be more challenging for the ASR model. "
      ],
      "metadata": {
        "id": "1ejR32MNbyf9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget -O ./audio_samples/tmp.wav 'https://datasets-server.huggingface.co/assets/MLCommons/peoples_speech/--/dirty/train/0/audio/audio.wav'\n",
        "!ffmpeg -y -i ./audio_samples/tmp.wav -ar 16000 ./audio_samples/audio_noisy.wav\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LCB_t3-fbcM6",
        "outputId": "3a61229b-e4c9-4055-ac1c-c0f8159a3f00"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-05-26 00:26:41--  https://datasets-server.huggingface.co/assets/MLCommons/peoples_speech/--/dirty/train/0/audio/audio.wav\n",
            "Resolving datasets-server.huggingface.co (datasets-server.huggingface.co)... 34.200.186.24, 3.216.183.114, 44.197.252.161, ...\n",
            "Connecting to datasets-server.huggingface.co (datasets-server.huggingface.co)|34.200.186.24|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 386924 (378K) [application/octet-stream]\n",
            "Saving to: ‘./audio_samples/tmp.wav’\n",
            "\n",
            "./audio_samples/tmp 100%[===================>] 377.86K  1.07MB/s    in 0.3s    \n",
            "\n",
            "2023-05-26 00:26:42 (1.07 MB/s) - ‘./audio_samples/tmp.wav’ saved [386924/386924]\n",
            "\n",
            "ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n",
            "  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n",
            "  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
            "  libavutil      56. 31.100 / 56. 31.100\n",
            "  libavcodec     58. 54.100 / 58. 54.100\n",
            "  libavformat    58. 29.100 / 58. 29.100\n",
            "  libavdevice    58.  8.100 / 58.  8.100\n",
            "  libavfilter     7. 57.100 /  7. 57.100\n",
            "  libavresample   4.  0.  0 /  4.  0.  0\n",
            "  libswscale      5.  5.100 /  5.  5.100\n",
            "  libswresample   3.  5.100 /  3.  5.100\n",
            "  libpostproc    55.  5.100 / 55.  5.100\n",
            "\u001b[0;33mGuessed Channel Layout for Input Stream #0.0 : mono\n",
            "\u001b[0mInput #0, wav, from './audio_samples/tmp.wav':\n",
            "  Duration: 00:00:12.09, bitrate: 256 kb/s\n",
            "    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, mono, s16, 256 kb/s\n",
            "Stream mapping:\n",
            "  Stream #0:0 -> #0:0 (pcm_s16le (native) -> pcm_s16le (native))\n",
            "Press [q] to stop, [?] for help\n",
            "Output #0, wav, to './audio_samples/audio_noisy.wav':\n",
            "  Metadata:\n",
            "    ISFT            : Lavf58.29.100\n",
            "    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, mono, s16, 256 kb/s\n",
            "    Metadata:\n",
            "      encoder         : Lavc58.54.100 pcm_s16le\n",
            "size=     378kB time=00:00:12.09 bitrate= 256.1kbits/s speed= 846x    \n",
            "video:0kB audio:378kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.020161%\n",
            "Trancript: limiting emotions that we experience pain in our childhood which stop us from living our life just open freedom i mean trust\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's listen to the audio file \n"
      ],
      "metadata": {
        "id": "Iq_IWIpqc7hK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import IPython\n",
        "IPython.display.display(IPython.display.Audio(\"./audio_samples/audio_noisy.wav\"))\n",
        "print(\"Trancript: limiting emotions that we experience mainly in our childhood which stop us from living our life just open freedom i mean trust and\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 93
        },
        "id": "IrqHRS0Sc_Oo",
        "outputId": "a1ac89d9-30c0-4889-c3bc-1fa336cf0c79"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Trancript: limiting emotions that we experience mainly in our childhood which stop us from living our life just open freedom i mean trust and\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Run inference with both greedy decoding and LM decoding"
      ],
      "metadata": {
        "id": "ZdVDTW_yduyQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "\n",
        "os.environ[\"TMPDIR\"] = '/content/temp_dir'\n",
        "os.environ[\"PYTHONPATH\"] = \".\"\n",
        "os.environ[\"PREFIX\"] = \"INFER\"\n",
        "os.environ[\"HYDRA_FULL_ERROR\"] = \"1\"\n",
        "os.environ[\"USER\"] = \"micro\"\n",
        "\n",
        "print(\"======= WITHOUT LM DECODING=======\")\n",
        "\n",
        "!python examples/mms/asr/infer/mms_infer.py --model \"/content/fairseq/models_new/mms1b_fl102.pt\" --lang \"eng\" --audio \"/content/fairseq/audio_samples/audio.wav\" \"/content/fairseq/audio_samples/audio_noisy.wav\"\n",
        "\n",
        "print(\"\\n\\n\\n======= WITH LM DECODING=======\")\n",
        "\n",
        "# Note that the lmweight, wordscore needs to tuned for each LM \n",
        "# Using the same values may not be optimal\n",
        "decoding_cmds = \"\"\"\n",
        "decoding.type=kenlm \n",
        "decoding.beam=500 \n",
        "decoding.beamsizetoken=50 \n",
        "decoding.lmweight=2.69\n",
        "decoding.wordscore=2.8\n",
        "decoding.lmpath=/content/lmdecode/lm_common_crawl_small_4gram_prun0-6-15_200kvocab.bin\n",
        "decoding.lexicon=/content/lmdecode/lexicon.txt\n",
        "\"\"\".replace(\"\\n\", \" \")\n",
        "!python examples/mms/asr/infer/mms_infer.py --model \"/content/fairseq/models_new/mms1b_fl102.pt\" --lang \"eng\" --audio \"/content/fairseq/audio_samples/audio.wav\" \"/content/fairseq/audio_samples/audio_noisy.wav\" \\\n",
        "    --extra-infer-args '{decoding_cmds}'\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JlKzKBIlZqKq",
        "outputId": "94da50cc-2672-418b-a941-24ea0db0339b"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "======= WITHOUT LM DECODING=======\n",
            ">>> preparing tmp manifest dir ...\n",
            ">>> loading model & running inference ...\n",
            "2023-05-26 01:01:58.415006: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-05-26 01:02:00.361210: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "===============\n",
            "Input: /content/fairseq/audio_samples/audio.wav\n",
            "Output: a tornado is a spinning colum of very low-pressure air which sucks it surrounding air inward and upward\n",
            "===============\n",
            "Input: /content/fairseq/audio_samples/audio_noisy.wav\n",
            "Output: limiting emotions that weexperienced mainly in our childhood which stop us from living our lives in just open freedom and interust and\n",
            "======= WITH LM DECODING=======\n",
            ">>> preparing tmp manifest dir ...\n",
            ">>> loading model & running inference ...\n",
            "2023-05-26 01:03:50.066828: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-05-26 01:03:52.190710: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "===============\n",
            "Input: /content/fairseq/audio_samples/audio.wav\n",
            "Output: a tornado is a spinning column of very low pressure air which sucks at surrounding air inward and upward\n",
            "===============\n",
            "Input: /content/fairseq/audio_samples/audio_noisy.wav\n",
            "Output: limiting emotions that we experience mainly in our childhood which stop us from living our lives in just open freedom and interest and\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "dJUXy2dye8sH"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}
